Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-110315	ENR	Jerry D Jackson	1983-02-25	UHC-10365-62	8004034043	5203 Elm St Apt 26, Los Angeles, CA, 90082	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-112492	ENR	Scott Lawson	1995-05-11	UHC-44563-73	9052441511	8458 Baseline Rd Apt 12, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116537	ENR	Larry Chavez	1957-10-23	UHC-76852-65	9334253153	3923 Lincoln Way, Glendale, AZ, 85348	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-121688	ENR	Logan Jordan	1963-01-14	UHC-31361-69	—	3273 Hillcrest Rd, Los Angeles, CA, 90039	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-121988	ENR	Pteer Mason	2000-12-09	UHC-17389-55	3383097882	2355 Washington St, Scottsdale, AZ, 85242	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135487	ENR	Isabella Singh	1949-11-14	UHC-14951-40	9162509220	8764 Baseline Rd # 798, Columbus, OH, 43296	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114550	ENR	Gabryel L Harrison	1947-08-24	UHC-73884-55	—	2663 Meadow Ln, Jacksonville, FL, 32291	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103588	ENR	Katherine Hill	1979-09-20	UHC-53855-27	7516947971	983 Spring St, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113381	ENR	Athony Brown	1994-07-16	UHC-68012-85	8139803869	5356 Lake View Rd, Plano, TX, 75073	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119993	ENR	Alice Robertsun	1982-09-08	UHC-51048-68	2118511219	7045 Washington St, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-110862	ENR	Mei Mason	1952-07-13	UHC-10773-28	4749036821	5291 Mesa Dr Apt 13, Gilbert, AZ, 85212	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-105937	ENR	Charles U Jones	1950-06-21	UHC-98664-57	—	1193 Ocean Ave, Mesa, AZ, 85209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-140307	ENR	Sarah Evans	2005-06-24	UHC-45876-68	7863518033	834 Cedar Ln, Eden Prairie, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124560	ENR	Janice B Morris	1978-11-05	UHC-64462-90	2807620499	9728 River Rd, Seattle, WA, 98179	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118123	ENR	Karen F Wong	2001-09-25	UHC-75927-48	5548531415	6744 Union St, Tempe, AZ, 85263	0.62	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140138	ENR	Lugan Greene	1941-01-16	UHC-34472-84	6095528497	990 Indian School Rd, Tucson, AZ, 85798	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115125	ENR	Jeffry Y Valdez	1998-02-08	UHC-15233-48	9055946021	5176 Baseline Rd, Atlanta, GA, 30310	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-134743	ENR	Seen R Jones	1947-05-03	UHC-22092-71	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-126890	ENR	Donald B Ellis	1939-01-25	UHC-39148-42	2809011502	9268 Union St, Tempe, AZ, 85269	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122415	ENR	Steven Anderson	1980-10-21	UHC-73679-17	5265922271	5988 Lincoln Way, Tampa, FL, 33683	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114800	ENR	Jak V Guerrero	1992-12-04	UHC-47990-80	3945006227	197 Sage Ct, Chandler, AZ, 85226	0.62	Street suffix standardised Address re-cased State name converted to code Email lower-cased+3 more
ENR-113965	ENR	Julia F Warren	1973-07-24	UHC-47230-50	—	3008 Church St, Minneapolis, MN, 55415	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117230	ENR	Angela Greene	1983-06-07	UHC-22046-69	9108073288	9228 Ocean Ave, Glendale, AZ, 85369	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123699	ENR	Mariana M Reyd	1962-08-21	UHC-79629-60	6172878659	8707 Main St, Glendale, AZ, 85384	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-137442	ENR	Victoria L Coleman	1979-06-14	UHC-48374-66	—	7682 Valley View Dr, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-119084	ENR	Maria J Cooper	1980-01-25	UHC-70178-65	2417212278	5711 Jefferson Ave, Columbus, OH, 43227	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-126598	ENR	Theresa D Meyer	1970-02-18	UHC-06837-05	6277376605	1228 Apache Blvd, Mesa, AZ, 85265	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104893	ENR	SamanthaJunk	2000-04-03	UHC-05248-31	6326196458	6065 Camelback Rd, Sacramento, CA, 95868	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-139583	ENR	Keith Howell	1992-02-06	UHC-30928-47	4527031128	200 Camelback Rd # 852, Dallas, TX, 75201	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-121981	ENR	Jean Moreno	1988-07-01	UHC-83260-90	3163637604	739 Meadow Ln, Denver, CO, 80224	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-130509	ENR	Ahmed Hayes	1998-05-03	UHC-61342-46	4545116766	896 Bayshore Dr # 901, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-106672	ENR	Helen O Sancheez	1981-03-25	UHC-87964-67	2024904589	3728 Desert Sky Blvd # 585, Dallas, TX, 75229	0.62	Phone reformatted Member ID reformatted Unit split from street Gender normalised+3 more
ENR-105892	ENR	Shirley Alvarez	1986-07-17	—	7104483252	1833 Grand Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130796	ENR	Ann Lawrence	1993-12-14	UHC-40605-61	—	8405 Apache Blvd, Miami, FL	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-132831	ENR	Sara P Tucker	1943-12-24	UHC-90720-81	3419626063	5110 Forest Ave, Mesa, AZ, 85210	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-113336	ENR	Benjamin R Guerrero	1983-12-14	UHC-15470-67	—	7051 Central Ave # 523, Fresno, CA, 93731	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125924	ENR	George E Padilla	1946-10-19	UHC-72130-12	9617463014	6800 Central Ave, Tampa, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120214	ENR	Sofia I Lopez	1997-04-09	UHC-91834-08	6672772546	5094 Mesa Dr # 325, Gilbert, AZ, 85254	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142168	ENR	Mateo Coleman	1985-03-04	UHC-67652-54	4494680986	2214 Central Ave, Sacramento, CA, 95826	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138037	ENR	Rachel Lopez	1988-02-12	UHC-33532-68	5638886399	4269 Market St, Columbus, OH, 43209	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137391	ENR	Heather Evans	1974-02-07	UHC-73056-65	—	2793 Elm St, Atlanta, GA, 30316	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117139	ENR	Andrew I Reid	1969-12-25	UHC-10002-80	9368264425	3112 Meadow Ln, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110423	ENR	Eugene Murphy	1974-03-13	UHC-80044-23	3978661588	3306 Spring St, Nashville, TN	0.62	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+3 more
ENR-101862	ENR	Daniel P Lee	1956-02-05	UHC-13842-70	5797499867	8813 Palm Dr, Tempe, AZ, 85224	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-104021	ENR	Alice U Carroll	1948-06-15	UHC-43843-49	5218900456	6738 Oak St, Mesa, AZ, 85272	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-107955	ENR	Elizabeth N Sanders	1955-07-26	UHC-72782-19	6746130166	7759 Sunset Blvd, Atlanta, GA	0.62	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-138122	ENR	Stephanie N Ruiz	1960-09-07	UHC-02243-45	5248700134	7665 Mesa Dr, Los Angeles, CA, 90093	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-118183	ENR	Ryan Wayne	1988-04-16	UHC-34825-03	6204195305	1114 Sage Ct, Orlando, FL, 32858	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105398	ENR	Magaret Vasquez	2004-12-24	UHC-21400-01	9176638232	3239 Pine Dr Apt 35, Denver, CO, 80260	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-102368	ENR	Elijah J Burke	1962-02-27	UHC-82583-53	—	5337 Park Pl, Scottsdale, AZ, 85277	0.62	Name re-cased Street suffix standardised Address re-cased Email lower-cased+3 more

16,916 rows, page 72 of 339Previous Next